The Spotlight Links Blog

AEO, GEO, and what actually gets a business recommended by AI

Field notes from running real Answer Engine Optimization for real businesses — the methods, the costs, and the results.

All articles (32)

• 1000+ Reviews and Gemini Still Won't Recommend Your Business: Why Google Maps Alone Won't Get You Recommended September 1, 2026
  We probed one of the most-reviewed businesses in its category in New York — Thousands of reviews, a 4.7 average, and an SEO agency already on retainer — across 200 answer-engine runs. It was…
• Your Business Might Be Invisible to AI — And How Spotlight Links Fixes It August 31, 2026
  Search isn''t just Google anymore. Your next customer might be asking Gemini, ChatGPT, or Perplexity where to find "the best [services you provide] near me" — and if your business isn''t optimized…
• The Local Businesses Embracing New Technology — What Sets Them Apart August 28, 2026
  A look at the shifting demographic and high-retention business models driving early adoption of Generative Engine Optimization (GEO), and how local brands are adapting to AI-first search.
• Why Small Businesses Resist AI August 27, 2026
  An inside look at the structural barriers keeping main-street businesses from adopting AI tools, and how diagnostic probing converted 8 local businesses across retail, services, and hospitality in…
• How to Get Your Business Recommended by Claude August 25, 2026
  Claude does not use Google or Bing. It runs on a separate index, uses three separately documented crawlers, and cites passages rather than pages. This guide covers what Claude reads before it…
• The Pillars Holding Up Every Local Economy August 24, 2026
  Every thriving city begins the way Rome did — as a cluster of trades a community can't live without. We mapped the businesses holding up our corner of Queens, and found the same 13 pillars in nearly…
• The Corner Store That Disappeared August 20, 2026
  Most local businesses do not lose because someone made better food. They lose because they were never visible in the places their customers were looking — and nobody ever told them.
• Your Website Link on Google Maps Is Probably Broken August 20, 2026
  A five-minute check every local business owner should run today — and what a dead website link is quietly costing you in Google results and in AI recommendations.
• The Complete Guide to Getting Recommended by AI Engines in 2026 August 19, 2026
  Cross-platform Answer Engine Optimization (AEO) and Generative Engine Optimization (GEO) strategy for ChatGPT, Google Gemini, Anthropic Claude, and Perplexity.
• How to Get Your Business Recommended by ChatGPT & OpenAI Search August 19, 2026
  Behind the scenes of ChatGPT's citation selection, Bing index reliance, entity ranking, and how to capture recommendations for $79/month.
• How to Get Your Business Recommended by Google Gemini August 19, 2026
  Gemini grounds its recommendations in Google Search and Google Maps. This guide covers what Gemini reads before it names a business, the six areas that decide whether you get cited, and how to verify…
• The $100 or Less Tool to Get Your Business Recommended by AI August 19, 2026
  Why spending $10,000/month on legacy SEO agencies is obsolete when a $79/month serial AI probing tool delivers 95% confidence scorecards and automated AEO fixes.
• How the Spotlight Links AI Audit Engine Works: Probing, Accuracy & Scoring Teardown August 14, 2026
  A detailed technical teardown of how Spotlight Links benchmarks brand recommendations across ChatGPT, Google Gemini, Claude, and Perplexity in 10 minutes and under.
• Why 84% of Top-Ranking Google Businesses Are Completely Invisible in ChatGPT & Gemini August 14, 2026
  Traditional SEO targets 10 blue links on Google using backlinks and keyword density. But conversational AI search engines synthesize recommendations using entity knowledge graphs, local sentiment…
• How We Recovered 62% Missing AI Recommendation Share for Montclair Mud Clay Studio August 10, 2026
  A deep-dive AI audit across Gemini, Claude, and Perplexity revealed critical zero-mention leakage in 4 surrounding sub-cities. See how structured JSON-LD entity injection restored recommendation…
• The 2026 AEO Benchmark: Does ChatGPT Give the Same Recommendations to Everyone? August 6, 2026
  We ran 1,000 multi-engine prompt iterations across Gemini, Claude, and Perplexity to measure recommendation variance, confidence intervals, and engine bias.
• Open Sesame Garages, Day 30: Real Numbers From a Live AEO/GEO/SEO Program August 6, 2026
  12 clicks. 119 impressions. Two number-one rankings on the money keywords — and a branded search. Spotlight Links asks 60-days from our clients to begin delivering results. This is Day 30 report.
• What Goes In a Business AI Context Pack (With Real Examples) August 5, 2026
  Six sections, in order of how much money they save you. Written from building our own and our clients' — including the counterintuitive one most people skip, and the one where examples beat…
• Your AI Starts From Zero Every Morning. That Is Why Your Output Keeps Changing. August 4, 2026
  Monday you explain your pricing for twenty minutes and get a great quote. Thursday the assistant knows none of it. Your employee's sessions know even less. This is not a model problem — it is a…
• How to Audit Your Local Business AI Share of Voice in Under 4 Minutes August 2, 2026
  Step-by-step executive guide on measuring recommendation frequency, competitor mention displacement, and instant SWOT analytics.
• Deploy It Yourself or Get Help? An Honest Guide for AI-First Builders July 30, 2026
  Some AI-built projects you should absolutely deploy yourself — and we tell you which ones. For the rest, here is what real deployment help looks like, what it costs, and the red flags that separate a…
• Should Your Business Put a SKILL.md on Its Website? No. Here Is What to Do Instead. July 30, 2026
  SKILL.md is one of the fastest-adopted standards in software history — and it will do absolutely nothing for your AI citations if you upload it to your website, because no search engine reads it…
• How Long Does $100 in Claude Credits Last? Under a Week. Here Is Our Data. July 29, 2026
  Anthropic gave Spotlight Links a $100 Claude Code credit. We run five active clients on AEO, GEO, builds, and deployments. It lasted less than a week — about ten hours of dedicated work. Our AI bill…
• The $100 API Hour That Ships a three-grand Work: Economics of Agency AI July 29, 2026
  Our measured cost for an hour of frontier-model work is about ten dollars. The output of that hour is the kind that has always billed at hundreds. That spread — not chatbots, not demos — is the…
• What AI Actually Costs a Small Agency in 2026: Our Stack, Our Bill July 29, 2026
  Everyone publishes token prices. Nobody publishes what a working agency actually spends. Here is our multi-model stack, what each model is for, when the burn spikes, and how to budget it — from the…
• Why Your AI-Built App Works on Localhost but Breaks in Production July 29, 2026
  The seven failures we see in almost every AI-assisted build, in the order they usually appear — from the environment variables that vanish at build time to the CORS error that only shows up on the…
• You Built Your App With AI. It Runs on Localhost. Now What? July 28, 2026
  ChatGPT, Claude, and Cursor got you to a working prototype on your machine — and then the tutorials ran out. Here is why deployment is where AI-assisted projects stall, what the gap actually consists…
• How to Get Your Business Recommended by ChatGPT, Gemini, Perplexity and Claude July 27, 2026
  A concrete, engine-by-engine playbook. What to fix first, what each engine rewards, and the robots.txt line that quietly makes some businesses uncitable no matter how good their content is.
• How AI Answer Engines Actually Pick Who to Cite July 26, 2026
  ChatGPT runs on Bing. Claude runs on Brave. Perplexity runs on its own index and mostly ignores Google. Before you can get cited, you have to know which index each engine is actually reading —…
• How Spotlight Links Is Executing an AEO / GEO / SEO Strategy for Open Sesame Garages July 24, 2026
  A mid-phase look at taking an Oklahoma City garage door company from zero web presence to ranking in search and being quoted verbatim by AI answer engines.
• AI Traffic Converts 5× Better. Your Competitors Are About to Find Out. July 3, 2026
  More than half of Americans now use AI chatbots every week — and the traffic those chatbots send converts at a multiple of traditional search. Here is why Answer Engine Optimization is the…
• How to Print Money With AI June 27, 2026
  At Spotlight Links, we implement state of the art methodologies to help real-world businesses, both brick and mortar, and online, get recommended by AI engines like ChatGPT, Gemini, and Claude…